SECOND TO NONE, INC.

Author

Joseph H

1 Intoduction

This report is one of 493,845 that I will make, and one of 104,070,413 that could be made.
I “toke” the 1.4 TB Linked-In data that was breached in 2020, and turned it into some insights to power my job HUNT.
The insights I could share in this report, that are also related to my goals, are:
- Industry base recruitment trend.
- Company base workforce timeline.
- Current/part workforce info:
- Basic info: Name, job title, status, social link. I could add geo-location for some that have the data, but it would look creepy.
- Their work period.
- Their experiences.

2 About me

Salutations; I’m Joseph, a self-taught data analyst, engineer, and scraper.
Despite life’s challenges, my goal remains a remote job, either full or part-time, and having friends to tackle the challenges of this changing world with.
To show my skills and dedication, I made a project that yielded this tailored report.

3 About the project

3.1 How this project comes to life?

First time I searched for a remote job I scraped contact info from Google map, then switch to LinkedIn… But I could never contact anyone on a “personal level”; So, I remembered the existance of a 2020 LinkedIn data leak and decided to give it a try.

The tools I used are: Python, Polars, and DuckDB

3.2 The process

The process was done in my local machine, and it was as followed.

Alt text

4 General graphs

4.1 market research indestry’s yearly new recruit count

4.2 second to none, inc.’s workforce status over the years

5 Workforce sample

5.1 Adam Carlson

Job title: None
Associated: True
Socials: https://linkedin.com/in/adam-carlson-b3a95011

5.1.1 Adam Carlson’s working period at second to none, inc.

5.1.2 Gantt plot of Adam Carlson’s experience

5.2 Aditya Keshan

Job title: Student
Associated: True
Socials: https://linkedin.com/in/aditya-keshan-b1505863

5.2.1 Aditya Keshan’s working period at second to none, inc.

5.2.2 Gantt plot of Aditya Keshan’s experience

5.3 Adriano Bianchi

Job title: None
Associated: True
Socials: https://linkedin.com/in/adriano-bianchi-61668410

5.3.1 Adriano Bianchi’s working period at second to none, inc.

5.3.2 Gantt plot of Adriano Bianchi’s experience

5.4 Amjad Ansari

Job title: Shopkeeper
Associated: False
Socials: https://linkedin.com/in/amjad-ansari-b8903977

5.4.1 Amjad Ansari’s working period at second to none, inc.

5.4.2 Gantt plot of Amjad Ansari’s experience

5.5 Andrew Peters

Job title: None
Associated: True
Socials: https://linkedin.com/in/andrew-peters-bb788811

5.5.1 Andrew Peters’s working period at second to none, inc.

5.5.2 Gantt plot of Andrew Peters’s experience

5.6 Andrey Rioja

Job title: Nothing
Associated: True
Socials: https://linkedin.com/in/andrey-rioja-3272a212

5.6.1 Andrey Rioja’s working period at second to none, inc.

5.6.2 Gantt plot of Andrey Rioja’s experience

5.7 Anna Jalato

Job title: None
Associated: True
Socials: https://linkedin.com/in/anna-marie-jalato-bb562568

5.7.1 Anna Jalato’s working period at second to none, inc.

5.7.2 Gantt plot of Anna Jalato’s experience

5.8 Anndf Gnrfg

Job title: None
Associated: True
Socials: https://linkedin.com/in/anndf-gnrfg-b929649

5.8.1 Anndf Gnrfg’s working period at second to none, inc.

5.8.2 Gantt plot of Anndf Gnrfg’s experience

5.9 Antoni Poli

Job title: None
Associated: True
Socials: https://linkedin.com/in/antoni-poli-93b07810

5.9.1 Antoni Poli’s working period at second to none, inc.

5.9.2 Gantt plot of Antoni Poli’s experience

5.10 Bill Winfield

Job title: Retired
Associated: True
Socials: https://linkedin.com/in/bill-winfield-471ab388

5.10.1 Bill Winfield’s working period at second to none, inc.

5.10.2 Gantt plot of Bill Winfield’s experience

5.11 Bruce Vandegrift

Job title: Retired
Associated: True
Socials: https://linkedin.com/in/bruce-vandegrift-a5352074 | https://linkedin.com/in/bruce-vandegrift-4b574511

5.11.1 Bruce Vandegrift’s working period at second to none, inc.

5.11.2 Gantt plot of Bruce Vandegrift’s experience

5.12 Caroline Loewen

Job title: Retired
Associated: True
Socials: https://linkedin.com/in/caroline-loewen-8a662973 | https://linkedin.com/in/caroline-loewen-82146827

5.12.1 Caroline Loewen’s working period at second to none, inc.

5.12.2 Gantt plot of Caroline Loewen’s experience

5.13 Cheryl Ryan

Job title: None
Associated: True
Socials: https://linkedin.com/in/cheryl-ryan-552ba975

5.13.1 Cheryl Ryan’s working period at second to none, inc.

5.13.2 Gantt plot of Cheryl Ryan’s experience

5.14 Claudiu Chise

Job title: None at second to none, inc
Associated: True
Socials: https://linkedin.com/in/claudiu-chise-5a411810

5.14.1 Claudiu Chise’s working period at second to none, inc.

5.14.2 Gantt plot of Claudiu Chise’s experience

5.15 Colette Costello

Job title: Sports injury therapist
Associated: False
Socials: https://linkedin.com/in/colette-neylon-costello-419a9164

5.15.1 Colette Costello’s working period at second to none, inc.

5.15.2 Gantt plot of Colette Costello’s experience

5.16 Courtney Maliszewski

Job title: Marketing strategist intern
Associated: False
Socials: https://linkedin.com/in/courtney-maliszewski-b0a907113

5.16.1 Courtney Maliszewski’s working period at second to none, inc.

5.16.2 Gantt plot of Courtney Maliszewski’s experience

5.17 Don Piggins

Job title: Retired
Associated: True
Socials: https://linkedin.com/in/don-piggins-b3938b4 | https://facebook.com/donald.piggins

5.17.1 Don Piggins’s working period at second to none, inc.

5.17.2 Gantt plot of Don Piggins’s experience

5.18 Eliza Boco

Job title: Rbn at second to none, inc
Associated: True
Socials: https://linkedin.com/in/eliza-boco-9a314111

5.18.1 Eliza Boco’s working period at second to none, inc.

5.18.2 Gantt plot of Eliza Boco’s experience

5.19 Emit Castellon

Job title: Retired
Associated: True
Socials: https://linkedin.com/in/emit-castellon-17aa287a

5.19.1 Emit Castellon’s working period at second to none, inc.

5.19.2 Gantt plot of Emit Castellon’s experience

5.20 Filaretos Siakos

Job title: None
Associated: True
Socials: https://linkedin.com/in/filaretos-siakos-5b219a11

5.20.1 Filaretos Siakos’s working period at second to none, inc.

5.20.2 Gantt plot of Filaretos Siakos’s experience

5.21 Franky Padilla

Job title: Cashier
Associated: True
Socials: https://linkedin.com/in/franky-padilla-b3558511

5.21.1 Franky Padilla’s working period at second to none, inc.

5.21.2 Gantt plot of Franky Padilla’s experience

5.22 Franlize Fourie

Job title: Ms
Associated: True
Socials: https://linkedin.com/in/franlize-fourie-85554627

5.22.1 Franlize Fourie’s working period at second to none, inc.

5.22.2 Gantt plot of Franlize Fourie’s experience

5.23 Fred Scot

Job title: None
Associated: True
Socials: https://linkedin.com/in/fred-scot-7160a171

5.23.1 Fred Scot’s working period at second to none, inc.

5.23.2 Gantt plot of Fred Scot’s experience

5.24 Gordon Paul

Job title: ****
Associated: True
Socials: https://linkedin.com/in/gordon-paul-66112473

5.24.1 Gordon Paul’s working period at second to none, inc.

5.24.2 Gantt plot of Gordon Paul’s experience

5.25 Greta Veranes

Job title: None
Associated: True
Socials: https://linkedin.com/in/greta-veranes-89046610

5.25.1 Greta Veranes’s working period at second to none, inc.

5.25.2 Gantt plot of Greta Veranes’s experience

5.26 Henry Estopinan

Job title: Project superintendent
Associated: False
Socials: https://linkedin.com/in/henry-estopinan-1019528b

5.26.1 Henry Estopinan’s working period at second to none, inc.

5.26.2 Gantt plot of Henry Estopinan’s experience

5.27 Herbert Hoover

Job title: ****
Associated: True
Socials: https://linkedin.com/in/herbert-hoover-66849388

5.27.1 Herbert Hoover’s working period at second to none, inc.

5.27.2 Gantt plot of Herbert Hoover’s experience

5.28 Jack Carson

Job title: Retired
Associated: False
Socials: https://linkedin.com/in/jack-carson-1b807b12

5.28.1 Jack Carson’s working period at second to none, inc.

5.28.2 Gantt plot of Jack Carson’s experience

5.29 Jane Doe

Job title: Retail
Associated: True
Socials: https://linkedin.com/in/jane-doe-bb545041

5.29.1 Jane Doe’s working period at second to none, inc.

5.29.2 Gantt plot of Jane Doe’s experience

5.30 Jayson Tame

Job title: None at second to none, inc
Associated: True
Socials: https://linkedin.com/in/jayson-tame-77388911

5.30.1 Jayson Tame’s working period at second to none, inc.

5.30.2 Gantt plot of Jayson Tame’s experience

5.31 Jenny Cardona

Job title: House wife
Associated: True
Socials: https://linkedin.com/in/jenny-cardona-318a3688

5.31.1 Jenny Cardona’s working period at second to none, inc.

5.31.2 Gantt plot of Jenny Cardona’s experience

5.32 Jerry Gemignani

Job title: Senior vice president
Associated: False
Socials: https://linkedin.com/in/jerry-gemignani-5b255436

5.32.1 Jerry Gemignani’s working period at second to none, inc.

5.32.2 Gantt plot of Jerry Gemignani’s experience

5.33 Jerry Pint

Job title: Retired
Associated: True
Socials: https://linkedin.com/in/jerry-pint-8100ba71

5.33.1 Jerry Pint’s working period at second to none, inc.

5.33.2 Gantt plot of Jerry Pint’s experience

5.34 Joe Black

Job title: Pilot
Associated: True
Socials: https://linkedin.com/in/joe-black-b9b7b011

5.34.1 Joe Black’s working period at second to none, inc.

5.34.2 Gantt plot of Joe Black’s experience

5.35 Joshua Wilson

Job title: None at second to none, inc
Associated: True
Socials: https://linkedin.com/in/joshua-wilson-27650311

5.35.1 Joshua Wilson’s working period at second to none, inc.

5.35.2 Gantt plot of Joshua Wilson’s experience

5.36 Juan Prueba

Job title: None
Associated: True
Socials: https://linkedin.com/in/juan-prueba-7015138

5.36.1 Juan Prueba’s working period at second to none, inc.

5.36.2 Gantt plot of Juan Prueba’s experience

5.37 Kat Kitty

Job title: Madam
Associated: True
Socials: https://linkedin.com/in/kat-kitty-2460aa14

5.37.1 Kat Kitty’s working period at second to none, inc.

5.37.2 Gantt plot of Kat Kitty’s experience

5.38 Kathleen Bona

Job title: None at second to none, inc
Associated: True
Socials: https://linkedin.com/in/kathleen-bona-bba28910 | https://facebook.com/kathleen.bona.31

5.38.1 Kathleen Bona’s working period at second to none, inc.

5.38.2 Gantt plot of Kathleen Bona’s experience

5.39 Katia De Llaguno

Job title: None
Associated: True
Socials: https://linkedin.com/in/katia-chapa-de-llaguno-a657911 | https://linkedin.com/in/katia-chapa-de-llaguno-a6507911

5.39.1 Katia De Llaguno’s working period at second to none, inc.

5.39.2 Gantt plot of Katia De Llaguno’s experience

5.40 Kay Bebenek

Job title: None
Associated: True
Socials: https://linkedin.com/in/kay-bebenek-10803a8

5.40.1 Kay Bebenek’s working period at second to none, inc.

5.40.2 Gantt plot of Kay Bebenek’s experience

5.41 Lavon Robinson

Job title: None
Associated: True
Socials: https://linkedin.com/in/lavon-robinson-93700b69

5.41.1 Lavon Robinson’s working period at second to none, inc.

5.41.2 Gantt plot of Lavon Robinson’s experience

5.42 Lynn Wiechmann

Job title: Non applicable
Associated: True
Socials: https://linkedin.com/in/lynn-wiechmann-60075610

5.42.1 Lynn Wiechmann’s working period at second to none, inc.

5.42.2 Gantt plot of Lynn Wiechmann’s experience

5.43 Martha Knight

Job title: ****
Associated: True
Socials: https://linkedin.com/in/martha-knight-a9180881

5.43.1 Martha Knight’s working period at second to none, inc.

5.43.2 Gantt plot of Martha Knight’s experience

5.44 Michaeil Meier

Job title: Floppy changer
Associated: True
Socials: https://linkedin.com/in/michaeil-meier-738a361a

5.44.1 Michaeil Meier’s working period at second to none, inc.

5.44.2 Gantt plot of Michaeil Meier’s experience

5.45 Michael Brown

Job title: None
Associated: True
Socials: https://facebook.com/mbrowm99 | https://linkedin.com/in/michael-brown-991787b

5.45.1 Michael Brown’s working period at second to none, inc.

5.45.2 Gantt plot of Michael Brown’s experience

5.46 Mike Gee

Job title: None
Associated: False
Socials: https://linkedin.com/in/mike-gee-2b7a4363

5.46.1 Mike Gee’s working period at second to none, inc.

5.46.2 Gantt plot of Mike Gee’s experience

5.47 Miriam Donohue

Job title: Costume designer
Associated: False
Socials: https://facebook.com/miriamdonohue | https://linkedin.com/in/miriam-donohue-896b3266

5.47.1 Miriam Donohue’s working period at second to none, inc.

5.47.2 Gantt plot of Miriam Donohue’s experience

5.48 Nathon Zuercher

Job title: None
Associated: True
Socials: https://linkedin.com/in/nathon-zuercher-03888010 | https://facebook.com/nathon.zuercher

5.48.1 Nathon Zuercher’s working period at second to none, inc.

5.48.2 Gantt plot of Nathon Zuercher’s experience

5.49 Nellie Mcphee

Job title: C.n.a
Associated: True
Socials: https://linkedin.com/in/nellie-mcphee-86a84671

5.49.1 Nellie Mcphee’s working period at second to none, inc.

5.49.2 Gantt plot of Nellie Mcphee’s experience

5.50 Nick Everett

Job title: Clerk
Associated: True
Socials: https://linkedin.com/in/nick-everett-6377898

5.50.1 Nick Everett’s working period at second to none, inc.

5.50.2 Gantt plot of Nick Everett’s experience

5.51 Peter Damestoy

Job title: Mr at second to none, inc
Associated: True
Socials: https://linkedin.com/in/peter-damestoy-b6604910

5.51.1 Peter Damestoy’s working period at second to none, inc.

5.51.2 Gantt plot of Peter Damestoy’s experience

5.52 Ramunas Liuokaitis

Job title: None
Associated: True
Socials: https://linkedin.com/in/ramunas-liuokaitis-74b78511

5.52.1 Ramunas Liuokaitis’s working period at second to none, inc.

5.52.2 Gantt plot of Ramunas Liuokaitis’s experience

5.53 Rick Stegmann

Job title: To follow
Associated: True
Socials: https://linkedin.com/in/rick-ulrich-stegmann-4a1b6ab

5.53.1 Rick Stegmann’s working period at second to none, inc.

5.53.2 Gantt plot of Rick Stegmann’s experience

5.54 Sheila Spevacek

Job title: Retired
Associated: True
Socials: https://linkedin.com/in/sheila-spevacek-09982888

5.54.1 Sheila Spevacek’s working period at second to none, inc.

5.54.2 Gantt plot of Sheila Spevacek’s experience

5.55 Shepherd Shirley

Job title: Retired
Associated: True
Socials: https://linkedin.com/in/shepherd-shirley-a923b489

5.55.1 Shepherd Shirley’s working period at second to none, inc.

5.55.2 Gantt plot of Shepherd Shirley’s experience

5.56 Skip Wilson

Job title: Coronation practice
Associated: False
Socials: https://linkedin.com/in/ponyboy

5.56.1 Skip Wilson’s working period at second to none, inc.

5.56.2 Gantt plot of Skip Wilson’s experience

5.57 Tamara Glen

Job title: None
Associated: True
Socials: https://linkedin.com/in/tamara-glen-3068a910

5.57.1 Tamara Glen’s working period at second to none, inc.

5.57.2 Gantt plot of Tamara Glen’s experience

5.58 Tom Haj

Job title: None
Associated: True
Socials: https://linkedin.com/in/tom-haj-80284210

5.58.1 Tom Haj’s working period at second to none, inc.

5.58.2 Gantt plot of Tom Haj’s experience

5.59 Vincent Favata

Job title: None
Associated: True
Socials: https://linkedin.com/in/vincent-favata-366a3a10

5.59.1 Vincent Favata’s working period at second to none, inc.

5.59.2 Gantt plot of Vincent Favata’s experience

5.60 Yucel Arslan

Job title: Unemployed
Associated: False
Socials: https://linkedin.com/in/yucel-arslan-68276973